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This research was funded by Universidad Rey Juan Carlos within the framework of the projects 'Estudio integral del sistema barrera arenosa-laguna costera desarrollado en la desembocadura del Ebro como ecosistema centinela para observaciones costeras del cambio global (ICOLADE)'and 'Analisis biogeomorfologico del sistema barrera-laguna costera del delta del Ebro. Estudio desu funcion como ecosistema centinela del cambio global (LAGUNERO)'. Lara Talavera holds apostdoctoral grant modality 'Maria Zambrano' for the Requalification of Spanish University System2023-2024, funded by the European Union-NextGenerationEU.

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Navarro, NúriaAuthor

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November 14, 2024
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Article

Analysing Spatiotemporal Variability of Chlorophyll-a Concentration and Water Surface Temperature in Coastal Lagoons of the Ebro Delta (NW Mediterranean Sea, Spain)

Publicated to:Journal Of Marine Science And Engineering. 12 (6): 941- - 2024-06-01 12(6), DOI: 10.3390/jmse12060941

Authors: Talavera, Lara; Dominguez-Gomez, Jose Antonio; Navarro, Nuria; Rodriguez-Santalla, Inmaculada

Affiliations

Univ Politecn Madrid, Escuela Tecn Super Ingn Topog, Dept Ingn Topog & Cartog, Geodesia & Cartog, Madrid 28031, Spain - Author
Univ Rey Juan Carlos, Escuela Super Ciencias Expt & Tecnol ESCET, Dept Biol Geol Fis & Quim Inorgan, Mostoles 28933, Spain - Author

Abstract

Coastal lagoons are highly productive transitional water bodies threatened by human factors and vulnerable to global climate change effects. Monitoring biophysical parameters in these ecosystems is crucial for their preservation. In this work, we used Sentinel-2 and Landsat imagery combined with in situ data to (1) develop preliminary algorithms for retrieving the Chl-a concentration and water surface temperature of six lagoons located in the Ebro Delta (NE Mediterranean Sea, Spain), and to (2) compute maps and trend lines for analysing their spatiotemporal evolution from 2015 to 2022. Our findings showed that the algorithms' accuracy ranged from 72% to 78% and had limited potential under high Chl-a concentration regimes. Even so, they revealed the lagoons' trophic status, usual fluctuations, and deviations of both parameters attributed to seasonal (i.e., light and temperature) and short-term physical (i.e., winds) forcing, as well as valuable spatial patterns potentially useful for conservation efforts and land use planning. Future work will focus on the acquisition of a larger in situ data sample under a range of environmental conditions to improve the algorithms' robustness, which in turn will allow the investigation of natural and human factors controlling the dynamics of the two investigated parameters. ), and to (2) compute maps and trend lines for analysing their spatiotemporal evolution from 2015 to 2022. Our findings showed that the algorithms' accuracy ranged from 72% to 78% and had limited potential under high Chl-a concentration regimes. Even so, they revealed the lagoons' trophic status, usual fluctuations, and deviations of both parameters attributed to seasonal (i.e., light and temperature) and short-term physical (i.e., winds) forcing, as well as valuable spatial patterns potentially useful for conservation efforts and land use planning. Future work will focus on the acquisition of a larger in situ data sample under a range of environmental conditions to improve the algorithms' robustness, which in turn will allow the investigation of natural and human factors controlling the dynamics of the two investigated parameters.

Keywords

Chlorophyll-aClimatCoastal lagoonsEbro deltaLandsaPhytoplanktonRemote-sensingSentinel-2TemperatureTransitional watersTrophic statusWater quality monitoring

Quality index

Bibliometric impact. Analysis of the contribution and dissemination channel

The work has been published in the journal Journal Of Marine Science And Engineering due to its progression and the good impact it has achieved in recent years, according to the agency WoS (JCR), it has become a reference in its field. In the year of publication of the work, 2024 there are still no calculated indicators, but in 2023, it was in position 7/25, thus managing to position itself as a Q2 (Segundo Cuartil), in the category Engineering, Marine. Notably, the journal is positioned en el Cuartil Q2 para la agencia Scopus (SJR) en la categoría Civil and Structural Engineering.

Impact and social visibility

From the perspective of influence or social adoption, and based on metrics associated with mentions and interactions provided by agencies specializing in calculating the so-called "Alternative or Social Metrics," we can highlight as of 2025-08-08:

  • The use of this contribution in bookmarks, code forks, additions to favorite lists for recurrent reading, as well as general views, indicates that someone is using the publication as a basis for their current work. This may be a notable indicator of future more formal and academic citations. This claim is supported by the result of the "Capture" indicator, which yields a total of: 6 (PlumX).

With a more dissemination-oriented intent and targeting more general audiences, we can observe other more global scores such as:

    It is essential to present evidence supporting full alignment with institutional principles and guidelines on Open Science and the Conservation and Dissemination of Intellectual Heritage. A clear example of this is:

    • The work has been submitted to a journal whose editorial policy allows open Open Access publication.